## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
## Loading required package: ggplot2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa

DF1 - EMPLOYMENT

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K202301 and caching the dataset for faster future access.

## corrplot 0.92 loaded



DF 2 - Education

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K201501 and caching the dataset for faster future access.

Exploratory Data Analysis (EDA)

Exploratory Data Analysis (EDA) based on percentage

## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
## ℹ Please use `all_of()` or `any_of()` instead.
##   # Was:
##   data %>% select(percentage_columns)
## 
##   # Now:
##   data %>% select(all_of(percentage_columns))
## 
## See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.



DF3 - Citizenship

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K200501 and caching the dataset for faster future access.
## Warning: Removed 1 rows containing missing values (`position_stack()`).

## Warning: Removed 1 rows containing missing values (`position_stack()`).

## Warning: Removed 1 rows containing missing values (`position_stack()`).



DF4 - Age

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats   1.0.0     ✔ readr     2.1.4
## ✔ lubridate 1.9.3     ✔ stringr   1.5.0
## ✔ purrr     1.0.2     ✔ tibble    3.2.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()
## ✖ purrr::map()    masks maps::map()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
## To enable caching of data, set `options(tigris_use_cache = TRUE)`
## in your R script or .Rprofile.
## 
## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## 
## Downloading feature geometry from the Census website.  To cache shapefiles for use in future sessions, set `options(tigris_use_cache = TRUE)`.
## 
## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.
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DF5 - Housing

## Getting data from the 2021 1-year ACS
## The 1-year ACS provides data for geographies with populations of 65,000 and greater.
## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K202502 and caching the dataset for faster future access.
## 
## Attaching package: 'scales'
## The following object is masked from 'package:purrr':
## 
##     discard
## The following object is masked from 'package:readr':
## 
##     col_factor

DF6 - Disabilities

## Getting data from the ACS 1-year Supplemental Estimates.  Data are available for geographies with populations of 20,000 and greater.
## Loading ACSSE variables for 2021 from table K201803 and caching the dataset for faster future access.
## # A tibble: 52 × 10
##    NAME          Total_people Total With Disabilit…¹ Hearing `Vision difficulty`
##    <chr>                <dbl>                  <dbl>   <dbl>               <dbl>
##  1 Alabama            4957633                 808071  208028              152798
##  2 Alaska              702154                  92390   33397               15748
##  3 Arizona            7174053                 972252  298849              180792
##  4 Arkansas           2974701                 517051  142133              105624
##  5 California        38724294                4324355 1140131              844049
##  6 Colorado           5715497                 640346  211803              120570
##  7 Connecticut        3557526                 427014  113490               78078
##  8 Delaware            987964                 130551   37933               25335
##  9 District of …       659979                  76754   14429               14569
## 10 Florida           21465883                2906367  812248              555361
## # ℹ 42 more rows
## # ℹ abbreviated name: ¹​`Total With Disabilities`
## # ℹ 5 more variables: cognative <dbl>, `ambulatory difficulty` <dbl>,
## #   `Self-care difficulty` <dbl>, `Independent living difficulty` <dbl>,
## #   `No Disability` <dbl>

## 
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` + 
##     cognative + `Self-care difficulty` + `Independent living difficulty`, 
##     data = df6_wide)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -56621 -11941  -2766  17524  73868 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                     -8200.5856  5646.4977  -1.452 0.153197    
## Hearing                             0.6796     0.1793   3.791 0.000436 ***
## `Vision difficulty`                 1.0070     0.1644   6.126 1.87e-07 ***
## cognative                          -0.5426     0.2291  -2.369 0.022116 *  
## `Self-care difficulty`             -1.9464     0.4434  -4.390 6.59e-05 ***
## `Independent living difficulty`     1.9228     0.3144   6.115 1.95e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 24940 on 46 degrees of freedom
## Multiple R-squared:  0.9968, Adjusted R-squared:  0.9965 
## F-statistic:  2909 on 5 and 46 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` + 
##     cognative + `Self-care difficulty` + `Independent living difficulty`, 
##     data = df6_wide)
## 
## Coefficients:
##                     (Intercept)                          Hearing  
##                      -8200.5856                           0.6796  
##             `Vision difficulty`                        cognative  
##                          1.0070                          -0.5426  
##          `Self-care difficulty`  `Independent living difficulty`  
##                         -1.9464                           1.9228


##  [1] "NAME"                                  
##  [2] "In labor force:"                       
##  [3] "Civilian labor force:"                 
##  [4] "Employed"                              
##  [5] "Unemployed"                            
##  [6] "In Armed Forces"                       
##  [7] "Not in labor force"                    
##  [8] "EmploymentRate"                        
##  [9] "UnemploymentRate"                      
## [10] "NotInLaborForceRate"                   
## [11] "state"                                 
## [12] "Education_Total_students"              
## [13] "Education_Below_9th grade"             
## [14] "Education_9th to 12th grade_no diploma"
## [15] "Education_High_school_graduate"        
## [16] "Education_Some college_no degree"      
## [17] "Education_Associates_degree"           
## [18] "Education_Bachelors_degree"            
## [19] "Education_Graduate_professional degree"
## [20] "U.S. citizen"                          
## [21] "Not a U.S. citizen"                    
## [22] "Total_age"                             
## [23] "Age_under_18"                          
## [24] "Age_18_to_24"                          
## [25] "Age_25_to_34"                          
## [26] "Age_35_to_44"                          
## [27] "Age_45_to_54"                          
## [28] "Age_55_to_64"                          
## [29] "Age_over_64"                           
## [30] "Total"                                 
## [31] "Owner Occupied"                        
## [32] "Renter Occupied"                       
## [33] "Total_people"                          
## [34] "Total With Disabilities"               
## [35] "Hearing"                               
## [36] "Vision difficulty"                     
## [37] "cognative"                             
## [38] "ambulatory difficulty"                 
## [39] "Self-care difficulty"                  
## [40] "Independent living difficulty"         
## [41] "No Disability"                         
## [42] "DisabilityRate"                        
## [43] "Cluster"

Title

“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”

Thesis

This project aims to analyze the impact of various socio-economic factors such as education, age, citizenship status, housing, and disabilities on employment rates across different states in the United States. Using data from the American Community Survey (ACS) 2021, the study will employ statistical techniques to identify correlations, trends, and patterns, thereby providing insights into the multifaceted nature of employment dynamics in the US.

Roadmap and Code for Next Steps

  1. Data Exploration and Cleaning

    • Continue with data cleaning and handling missing values.

    • Normalize the data if required for better comparison.

##                                   NAME                        In labor force: 
##                                      0                                      0 
##                  Civilian labor force:                               Employed 
##                                      0                                      0 
##                             Unemployed                        In Armed Forces 
##                                      0                                      0 
##                     Not in labor force                         EmploymentRate 
##                                      0                                      0 
##                       UnemploymentRate                    NotInLaborForceRate 
##                                      0                                      0 
##                                  state               Education_Total_students 
##                                      2                                      0 
##              Education_Below_9th grade Education_9th to 12th grade_no diploma 
##                                      0                                      0 
##         Education_High_school_graduate       Education_Some college_no degree 
##                                      0                                      0 
##            Education_Associates_degree             Education_Bachelors_degree 
##                                      0                                      0 
## Education_Graduate_professional degree                           U.S. citizen 
##                                      0                                      1 
##                     Not a U.S. citizen                              Total_age 
##                                      1                                      0 
##                           Age_under_18                           Age_18_to_24 
##                                      0                                      0 
##                           Age_25_to_34                           Age_35_to_44 
##                                      0                                      0 
##                           Age_45_to_54                           Age_55_to_64 
##                                      0                                      0 
##                            Age_over_64                                  Total 
##                                      0                                      0 
##                         Owner Occupied                        Renter Occupied 
##                                      0                                      0 
##                           Total_people                Total With Disabilities 
##                                      0                                      0 
##                                Hearing                      Vision difficulty 
##                                      0                                      0 
##                              cognative                  ambulatory difficulty 
##                                      0                                      0 
##                   Self-care difficulty          Independent living difficulty 
##                                      0                                      0 
##                          No Disability                         DisabilityRate 
##                                      0                                      0 
##                                Cluster 
##                                      0

## `geom_smooth()` using formula = 'y ~ x'

## $x
## [1] "Percentage of Bachelors Degree Holders"
## 
## $y
## [1] "Employment Rate"
## 
## $title
## [1] "Relation between Bachelors Degree Holders and Employment Rate"
## 
## attr(,"class")
## [1] "labels"
##                                        In labor force: Civilian labor force:
## In labor force:                                   1.00                  1.00
## Civilian labor force:                             1.00                  1.00
## Employed                                          1.00                  1.00
## Unemployed                                        0.97                  0.98
## In Armed Forces                                   0.73                  0.72
## Not in labor force                                0.99                  0.99
## EmploymentRate                                   -0.03                 -0.03
## UnemploymentRate                                  0.31                  0.31
## NotInLaborForceRate                              -0.02                 -0.02
## Education_Total_students                          1.00                  1.00
## Education_Below_9th grade                         0.94                  0.94
## Education_9th to 12th grade_no diploma            0.98                  0.98
## Education_High_school_graduate                    0.97                  0.97
## Education_Some college_no degree                  0.99                  0.99
## Education_Associates_degree                       0.98                  0.98
## Education_Bachelors_degree                        1.00                  1.00
## Education_Graduate_professional degree            0.98                  0.98
## U.S. citizen                                      1.00                  1.00
## Not a U.S. citizen                                0.95                  0.95
## Total_age                                         1.00                  1.00
## Age_under_18                                      0.99                  0.99
## Age_18_to_24                                      1.00                  1.00
## Age_25_to_34                                      1.00                  1.00
## Age_35_to_44                                      1.00                  1.00
## Age_45_to_54                                      1.00                  1.00
## Age_55_to_64                                      0.99                  1.00
## Age_over_64                                       0.98                  0.98
## Total                                             1.00                  1.00
## Owner Occupied                                    0.98                  0.98
## Renter Occupied                                   0.99                  0.99
## Total_people                                      1.00                  1.00
## Total With Disabilities                           0.99                  0.99
## Hearing                                           0.98                  0.98
## Vision difficulty                                 0.97                  0.97
## cognative                                         0.99                  0.99
## ambulatory difficulty                             0.98                  0.98
## Self-care difficulty                              0.99                  0.99
## Independent living difficulty                     0.99                  0.99
## No Disability                                     1.00                  1.00
## DisabilityRate                                   -0.29                 -0.29
##                                        Employed Unemployed In Armed Forces
## In labor force:                            1.00       0.97            0.73
## Civilian labor force:                      1.00       0.98            0.72
## Employed                                   1.00       0.97            0.73
## Unemployed                                 0.97       1.00            0.68
## In Armed Forces                            0.73       0.68            1.00
## Not in labor force                         0.99       0.97            0.72
## EmploymentRate                            -0.02      -0.09           -0.05
## UnemploymentRate                           0.30       0.42            0.17
## NotInLaborForceRate                       -0.02       0.02           -0.04
## Education_Total_students                   1.00       0.97            0.72
## Education_Below_9th grade                  0.94       0.97            0.71
## Education_9th to 12th grade_no diploma     0.98       0.97            0.74
## Education_High_school_graduate             0.98       0.93            0.66
## Education_Some college_no degree           0.99       0.96            0.75
## Education_Associates_degree                0.98       0.95            0.70
## Education_Bachelors_degree                 1.00       0.98            0.73
## Education_Graduate_professional degree     0.98       0.98            0.71
## U.S. citizen                               1.00       0.97            0.72
## Not a U.S. citizen                         0.95       0.97            0.72
## Total_age                                  1.00       0.97            0.73
## Age_under_18                               0.99       0.96            0.74
## Age_18_to_24                               1.00       0.97            0.74
## Age_25_to_34                               1.00       0.98            0.74
## Age_35_to_44                               1.00       0.97            0.74
## Age_45_to_54                               1.00       0.98            0.73
## Age_55_to_64                               0.99       0.97            0.70
## Age_over_64                                0.98       0.95            0.68
## Total                                      1.00       0.96            0.71
## Owner Occupied                             0.98       0.93            0.70
## Renter Occupied                            0.99       0.99            0.72
## Total_people                               1.00       0.97            0.73
## Total With Disabilities                    0.99       0.95            0.71
## Hearing                                    0.98       0.93            0.72
## Vision difficulty                          0.97       0.94            0.73
## cognative                                  0.99       0.95            0.71
## ambulatory difficulty                      0.98       0.95            0.71
## Self-care difficulty                       0.99       0.98            0.71
## Independent living difficulty              0.99       0.97            0.70
## No Disability                              1.00       0.98            0.73
## DisabilityRate                            -0.29      -0.26           -0.24
##                                        Not in labor force EmploymentRate
## In labor force:                                      0.99          -0.03
## Civilian labor force:                                0.99          -0.03
## Employed                                             0.99          -0.02
## Unemployed                                           0.97          -0.09
## In Armed Forces                                      0.72          -0.05
## Not in labor force                                   1.00          -0.11
## EmploymentRate                                      -0.11           1.00
## UnemploymentRate                                     0.32          -0.45
## NotInLaborForceRate                                  0.07          -0.96
## Education_Total_students                             1.00          -0.06
## Education_Below_9th grade                            0.93          -0.10
## Education_9th to 12th grade_no diploma               0.99          -0.13
## Education_High_school_graduate                       0.98          -0.10
## Education_Some college_no degree                     0.99          -0.05
## Education_Associates_degree                          0.99          -0.08
## Education_Bachelors_degree                           0.99          -0.02
## Education_Graduate_professional degree               0.97          -0.01
## U.S. citizen                                         1.00          -0.07
## Not a U.S. citizen                                   0.94          -0.03
## Total_age                                            1.00          -0.05
## Age_under_18                                         0.98          -0.03
## Age_18_to_24                                         0.99          -0.04
## Age_25_to_34                                         0.99          -0.04
## Age_35_to_44                                         0.99          -0.04
## Age_45_to_54                                         1.00          -0.06
## Age_55_to_64                                         1.00          -0.07
## Age_over_64                                          0.99          -0.10
## Total                                                0.99          -0.05
## Owner Occupied                                       0.98          -0.05
## Renter Occupied                                      0.99          -0.05
## Total_people                                         1.00          -0.05
## Total With Disabilities                              1.00          -0.13
## Hearing                                              0.99          -0.11
## Vision difficulty                                    0.98          -0.18
## cognative                                            0.99          -0.13
## ambulatory difficulty                                0.99          -0.16
## Self-care difficulty                                 1.00          -0.16
## Independent living difficulty                        1.00          -0.15
## No Disability                                        0.99          -0.04
## DisabilityRate                                      -0.21          -0.80
##                                        UnemploymentRate NotInLaborForceRate
## In labor force:                                    0.31               -0.02
## Civilian labor force:                              0.31               -0.02
## Employed                                           0.30               -0.02
## Unemployed                                         0.42                0.02
## In Armed Forces                                    0.17               -0.04
## Not in labor force                                 0.32                0.07
## EmploymentRate                                    -0.45               -0.96
## UnemploymentRate                                   1.00                0.22
## NotInLaborForceRate                                0.22                1.00
## Education_Total_students                           0.32                0.02
## Education_Below_9th grade                          0.35                0.04
## Education_9th to 12th grade_no diploma             0.32                0.09
## Education_High_school_graduate                     0.29                0.07
## Education_Some college_no degree                   0.28                0.01
## Education_Associates_degree                        0.29                0.05
## Education_Bachelors_degree                         0.33               -0.03
## Education_Graduate_professional degree             0.37               -0.05
## U.S. citizen                                       0.31                0.03
## Not a U.S. citizen                                 0.34               -0.04
## Total_age                                          0.31                0.01
## Age_under_18                                       0.29               -0.01
## Age_18_to_24                                       0.30                0.00
## Age_25_to_34                                       0.32               -0.01
## Age_35_to_44                                       0.31               -0.01
## Age_45_to_54                                       0.32                0.01
## Age_55_to_64                                       0.32                0.02
## Age_over_64                                        0.31                0.06
## Total                                              0.31                0.01
## Owner Occupied                                     0.28                0.02
## Renter Occupied                                    0.34               -0.01
## Total_people                                       0.31                0.01
## Total With Disabilities                            0.31                0.10
## Hearing                                            0.27                0.08
## Vision difficulty                                  0.32                0.14
## cognative                                          0.31                0.10
## ambulatory difficulty                              0.32                0.13
## Self-care difficulty                               0.35                0.11
## Independent living difficulty                      0.34                0.11
## No Disability                                      0.31                0.00
## DisabilityRate                                     0.03                0.87
##                                        Education_Total_students
## In labor force:                                            1.00
## Civilian labor force:                                      1.00
## Employed                                                   1.00
## Unemployed                                                 0.97
## In Armed Forces                                            0.72
## Not in labor force                                         1.00
## EmploymentRate                                            -0.06
## UnemploymentRate                                           0.32
## NotInLaborForceRate                                        0.02
## Education_Total_students                                   1.00
## Education_Below_9th grade                                  0.94
## Education_9th to 12th grade_no diploma                     0.99
## Education_High_school_graduate                             0.98
## Education_Some college_no degree                           0.99
## Education_Associates_degree                                0.99
## Education_Bachelors_degree                                 1.00
## Education_Graduate_professional degree                     0.98
## U.S. citizen                                               1.00
## Not a U.S. citizen                                         0.95
## Total_age                                                  1.00
## Age_under_18                                               0.99
## Age_18_to_24                                               0.99
## Age_25_to_34                                               1.00
## Age_35_to_44                                               1.00
## Age_45_to_54                                               1.00
## Age_55_to_64                                               1.00
## Age_over_64                                                0.99
## Total                                                      1.00
## Owner Occupied                                             0.98
## Renter Occupied                                            0.99
## Total_people                                               1.00
## Total With Disabilities                                    0.99
## Hearing                                                    0.99
## Vision difficulty                                          0.98
## cognative                                                  0.99
## ambulatory difficulty                                      0.99
## Self-care difficulty                                       0.99
## Independent living difficulty                              0.99
## No Disability                                              1.00
## DisabilityRate                                            -0.26
##                                        Education_Below_9th grade
## In labor force:                                             0.94
## Civilian labor force:                                       0.94
## Employed                                                    0.94
## Unemployed                                                  0.97
## In Armed Forces                                             0.71
## Not in labor force                                          0.93
## EmploymentRate                                             -0.10
## UnemploymentRate                                            0.35
## NotInLaborForceRate                                         0.04
## Education_Total_students                                    0.94
## Education_Below_9th grade                                   1.00
## Education_9th to 12th grade_no diploma                      0.96
## Education_High_school_graduate                              0.87
## Education_Some college_no degree                            0.94
## Education_Associates_degree                                 0.90
## Education_Bachelors_degree                                  0.94
## Education_Graduate_professional degree                      0.92
## U.S. citizen                                                0.93
## Not a U.S. citizen                                          0.99
## Total_age                                                   0.94
## Age_under_18                                                0.95
## Age_18_to_24                                                0.95
## Age_25_to_34                                                0.96
## Age_35_to_44                                                0.96
## Age_45_to_54                                                0.95
## Age_55_to_64                                                0.92
## Age_over_64                                                 0.90
## Total                                                       0.92
## Owner Occupied                                              0.88
## Renter Occupied                                             0.96
## Total_people                                                0.94
## Total With Disabilities                                     0.91
## Hearing                                                     0.91
## Vision difficulty                                           0.93
## cognative                                                   0.92
## ambulatory difficulty                                       0.91
## Self-care difficulty                                        0.95
## Independent living difficulty                               0.93
## No Disability                                               0.95
## DisabilityRate                                             -0.20
##                                        Education_9th to 12th grade_no diploma
## In labor force:                                                          0.98
## Civilian labor force:                                                    0.98
## Employed                                                                 0.98
## Unemployed                                                               0.97
## In Armed Forces                                                          0.74
## Not in labor force                                                       0.99
## EmploymentRate                                                          -0.13
## UnemploymentRate                                                         0.32
## NotInLaborForceRate                                                      0.09
## Education_Total_students                                                 0.99
## Education_Below_9th grade                                                0.96
## Education_9th to 12th grade_no diploma                                   1.00
## Education_High_school_graduate                                           0.96
## Education_Some college_no degree                                         0.98
## Education_Associates_degree                                              0.96
## Education_Bachelors_degree                                               0.97
## Education_Graduate_professional degree                                   0.95
## U.S. citizen                                                             0.99
## Not a U.S. citizen                                                       0.95
## Total_age                                                                0.99
## Age_under_18                                                             0.99
## Age_18_to_24                                                             0.99
## Age_25_to_34                                                             0.99
## Age_35_to_44                                                             0.99
## Age_45_to_54                                                             0.99
## Age_55_to_64                                                             0.98
## Age_over_64                                                              0.96
## Total                                                                    0.98
## Owner Occupied                                                           0.96
## Renter Occupied                                                          0.98
## Total_people                                                             0.99
## Total With Disabilities                                                  0.98
## Hearing                                                                  0.98
## Vision difficulty                                                        0.99
## cognative                                                                0.98
## ambulatory difficulty                                                    0.98
## Self-care difficulty                                                     0.99
## Independent living difficulty                                            0.99
## No Disability                                                            0.99
## DisabilityRate                                                          -0.18
##                                        Education_High_school_graduate
## In labor force:                                                  0.97
## Civilian labor force:                                            0.97
## Employed                                                         0.98
## Unemployed                                                       0.93
## In Armed Forces                                                  0.66
## Not in labor force                                               0.98
## EmploymentRate                                                  -0.10
## UnemploymentRate                                                 0.29
## NotInLaborForceRate                                              0.07
## Education_Total_students                                         0.98
## Education_Below_9th grade                                        0.87
## Education_9th to 12th grade_no diploma                           0.96
## Education_High_school_graduate                                   1.00
## Education_Some college_no degree                                 0.96
## Education_Associates_degree                                      0.98
## Education_Bachelors_degree                                       0.96
## Education_Graduate_professional degree                           0.94
## U.S. citizen                                                     0.98
## Not a U.S. citizen                                               0.87
## Total_age                                                        0.98
## Age_under_18                                                     0.97
## Age_18_to_24                                                     0.97
## Age_25_to_34                                                     0.96
## Age_35_to_44                                                     0.97
## Age_45_to_54                                                     0.98
## Age_55_to_64                                                     0.99
## Age_over_64                                                      0.99
## Total                                                            0.99
## Owner Occupied                                                   0.99
## Renter Occupied                                                  0.96
## Total_people                                                     0.98
## Total With Disabilities                                          0.99
## Hearing                                                          0.99
## Vision difficulty                                                0.97
## cognative                                                        0.99
## ambulatory difficulty                                            0.99
## Self-care difficulty                                             0.97
## Independent living difficulty                                    0.98
## No Disability                                                    0.97
## DisabilityRate                                                  -0.20
##                                        Education_Some college_no degree
## In labor force:                                                    0.99
## Civilian labor force:                                              0.99
## Employed                                                           0.99
## Unemployed                                                         0.96
## In Armed Forces                                                    0.75
## Not in labor force                                                 0.99
## EmploymentRate                                                    -0.05
## UnemploymentRate                                                   0.28
## NotInLaborForceRate                                                0.01
## Education_Total_students                                           0.99
## Education_Below_9th grade                                          0.94
## Education_9th to 12th grade_no diploma                             0.98
## Education_High_school_graduate                                     0.96
## Education_Some college_no degree                                   1.00
## Education_Associates_degree                                        0.98
## Education_Bachelors_degree                                         0.98
## Education_Graduate_professional degree                             0.95
## U.S. citizen                                                       0.99
## Not a U.S. citizen                                                 0.94
## Total_age                                                          0.99
## Age_under_18                                                       0.99
## Age_18_to_24                                                       0.99
## Age_25_to_34                                                       0.99
## Age_35_to_44                                                       0.99
## Age_45_to_54                                                       0.99
## Age_55_to_64                                                       0.98
## Age_over_64                                                        0.97
## Total                                                              0.99
## Owner Occupied                                                     0.98
## Renter Occupied                                                    0.98
## Total_people                                                       0.99
## Total With Disabilities                                            0.98
## Hearing                                                            0.99
## Vision difficulty                                                  0.97
## cognative                                                          0.98
## ambulatory difficulty                                              0.98
## Self-care difficulty                                               0.98
## Independent living difficulty                                      0.98
## No Disability                                                      0.99
## DisabilityRate                                                    -0.25
##                                        Education_Associates_degree
## In labor force:                                               0.98
## Civilian labor force:                                         0.98
## Employed                                                      0.98
## Unemployed                                                    0.95
## In Armed Forces                                               0.70
## Not in labor force                                            0.99
## EmploymentRate                                               -0.08
## UnemploymentRate                                              0.29
## NotInLaborForceRate                                           0.05
## Education_Total_students                                      0.99
## Education_Below_9th grade                                     0.90
## Education_9th to 12th grade_no diploma                        0.96
## Education_High_school_graduate                                0.98
## Education_Some college_no degree                              0.98
## Education_Associates_degree                                   1.00
## Education_Bachelors_degree                                    0.98
## Education_Graduate_professional degree                        0.96
## U.S. citizen                                                  0.99
## Not a U.S. citizen                                            0.91
## Total_age                                                     0.98
## Age_under_18                                                  0.97
## Age_18_to_24                                                  0.97
## Age_25_to_34                                                  0.97
## Age_35_to_44                                                  0.97
## Age_45_to_54                                                  0.98
## Age_55_to_64                                                  0.99
## Age_over_64                                                   0.99
## Total                                                         0.99
## Owner Occupied                                                0.98
## Renter Occupied                                               0.97
## Total_people                                                  0.98
## Total With Disabilities                                       0.99
## Hearing                                                       0.98
## Vision difficulty                                             0.96
## cognative                                                     0.98
## ambulatory difficulty                                         0.98
## Self-care difficulty                                          0.98
## Independent living difficulty                                 0.99
## No Disability                                                 0.98
## DisabilityRate                                               -0.24
##                                        Education_Bachelors_degree
## In labor force:                                              1.00
## Civilian labor force:                                        1.00
## Employed                                                     1.00
## Unemployed                                                   0.98
## In Armed Forces                                              0.73
## Not in labor force                                           0.99
## EmploymentRate                                              -0.02
## UnemploymentRate                                             0.33
## NotInLaborForceRate                                         -0.03
## Education_Total_students                                     1.00
## Education_Below_9th grade                                    0.94
## Education_9th to 12th grade_no diploma                       0.97
## Education_High_school_graduate                               0.96
## Education_Some college_no degree                             0.98
## Education_Associates_degree                                  0.98
## Education_Bachelors_degree                                   1.00
## Education_Graduate_professional degree                       0.99
## U.S. citizen                                                 0.99
## Not a U.S. citizen                                           0.95
## Total_age                                                    0.99
## Age_under_18                                                 0.98
## Age_18_to_24                                                 0.99
## Age_25_to_34                                                 0.99
## Age_35_to_44                                                 0.99
## Age_45_to_54                                                 1.00
## Age_55_to_64                                                 0.99
## Age_over_64                                                  0.98
## Total                                                        0.99
## Owner Occupied                                               0.97
## Renter Occupied                                              0.99
## Total_people                                                 0.99
## Total With Disabilities                                      0.98
## Hearing                                                      0.97
## Vision difficulty                                            0.96
## cognative                                                    0.98
## ambulatory difficulty                                        0.97
## Self-care difficulty                                         0.98
## Independent living difficulty                                0.98
## No Disability                                                1.00
## DisabilityRate                                              -0.31
##                                        Education_Graduate_professional degree
## In labor force:                                                          0.98
## Civilian labor force:                                                    0.98
## Employed                                                                 0.98
## Unemployed                                                               0.98
## In Armed Forces                                                          0.71
## Not in labor force                                                       0.97
## EmploymentRate                                                          -0.01
## UnemploymentRate                                                         0.37
## NotInLaborForceRate                                                     -0.05
## Education_Total_students                                                 0.98
## Education_Below_9th grade                                                0.92
## Education_9th to 12th grade_no diploma                                   0.95
## Education_High_school_graduate                                           0.94
## Education_Some college_no degree                                         0.95
## Education_Associates_degree                                              0.96
## Education_Bachelors_degree                                               0.99
## Education_Graduate_professional degree                                   1.00
## U.S. citizen                                                             0.97
## Not a U.S. citizen                                                       0.93
## Total_age                                                                0.98
## Age_under_18                                                             0.96
## Age_18_to_24                                                             0.97
## Age_25_to_34                                                             0.97
## Age_35_to_44                                                             0.97
## Age_45_to_54                                                             0.98
## Age_55_to_64                                                             0.98
## Age_over_64                                                              0.97
## Total                                                                    0.97
## Owner Occupied                                                           0.95
## Renter Occupied                                                          0.98
## Total_people                                                             0.98
## Total With Disabilities                                                  0.95
## Hearing                                                                  0.94
## Vision difficulty                                                        0.93
## cognative                                                                0.95
## ambulatory difficulty                                                    0.95
## Self-care difficulty                                                     0.97
## Independent living difficulty                                            0.97
## No Disability                                                            0.98
## DisabilityRate                                                          -0.34
##                                        U.S. citizen Not a U.S. citizen
## In labor force:                                1.00               0.95
## Civilian labor force:                          1.00               0.95
## Employed                                       1.00               0.95
## Unemployed                                     0.97               0.97
## In Armed Forces                                0.72               0.72
## Not in labor force                             1.00               0.94
## EmploymentRate                                -0.07              -0.03
## UnemploymentRate                               0.31               0.34
## NotInLaborForceRate                            0.03              -0.04
## Education_Total_students                       1.00               0.95
## Education_Below_9th grade                      0.93               0.99
## Education_9th to 12th grade_no diploma         0.99               0.95
## Education_High_school_graduate                 0.98               0.87
## Education_Some college_no degree               0.99               0.94
## Education_Associates_degree                    0.99               0.91
## Education_Bachelors_degree                     0.99               0.95
## Education_Graduate_professional degree         0.97               0.93
## U.S. citizen                                   1.00               0.94
## Not a U.S. citizen                             0.94               1.00
## Total_age                                      1.00               0.95
## Age_under_18                                   0.99               0.95
## Age_18_to_24                                   1.00               0.95
## Age_25_to_34                                   0.99               0.96
## Age_35_to_44                                   1.00               0.96
## Age_45_to_54                                   1.00               0.95
## Age_55_to_64                                   1.00               0.93
## Age_over_64                                    0.98               0.91
## Total                                          1.00               0.93
## Owner Occupied                                 0.99               0.88
## Renter Occupied                                0.99               0.96
## Total_people                                   1.00               0.95
## Total With Disabilities                        0.99               0.91
## Hearing                                        0.99               0.91
## Vision difficulty                              0.98               0.91
## cognative                                      0.99               0.91
## ambulatory difficulty                          0.99               0.91
## Self-care difficulty                           0.99               0.94
## Independent living difficulty                  0.99               0.93
## No Disability                                  1.00               0.95
## DisabilityRate                                -0.24              -0.30
##                                        Total_age Age_under_18 Age_18_to_24
## In labor force:                             1.00         0.99         1.00
## Civilian labor force:                       1.00         0.99         1.00
## Employed                                    1.00         0.99         1.00
## Unemployed                                  0.97         0.96         0.97
## In Armed Forces                             0.73         0.74         0.74
## Not in labor force                          1.00         0.98         0.99
## EmploymentRate                             -0.05        -0.03        -0.04
## UnemploymentRate                            0.31         0.29         0.30
## NotInLaborForceRate                         0.01        -0.01         0.00
## Education_Total_students                    1.00         0.99         0.99
## Education_Below_9th grade                   0.94         0.95         0.95
## Education_9th to 12th grade_no diploma      0.99         0.99         0.99
## Education_High_school_graduate              0.98         0.97         0.97
## Education_Some college_no degree            0.99         0.99         0.99
## Education_Associates_degree                 0.98         0.97         0.97
## Education_Bachelors_degree                  0.99         0.98         0.99
## Education_Graduate_professional degree      0.98         0.96         0.97
## U.S. citizen                                1.00         0.99         1.00
## Not a U.S. citizen                          0.95         0.95         0.95
## Total_age                                   1.00         0.99         1.00
## Age_under_18                                0.99         1.00         1.00
## Age_18_to_24                                1.00         1.00         1.00
## Age_25_to_34                                1.00         1.00         1.00
## Age_35_to_44                                1.00         1.00         1.00
## Age_45_to_54                                1.00         0.99         1.00
## Age_55_to_64                                1.00         0.98         0.99
## Age_over_64                                 0.98         0.96         0.97
## Total                                       1.00         0.99         0.99
## Owner Occupied                              0.98         0.98         0.98
## Renter Occupied                             0.99         0.99         0.99
## Total_people                                1.00         0.99         1.00
## Total With Disabilities                     0.99         0.98         0.99
## Hearing                                     0.99         0.98         0.98
## Vision difficulty                           0.98         0.98         0.98
## cognative                                   0.99         0.98         0.99
## ambulatory difficulty                       0.99         0.98         0.98
## Self-care difficulty                        0.99         0.98         0.98
## Independent living difficulty               0.99         0.98         0.98
## No Disability                               1.00         1.00         1.00
## DisabilityRate                             -0.26        -0.27        -0.26
##                                        Age_25_to_34 Age_35_to_44 Age_45_to_54
## In labor force:                                1.00         1.00         1.00
## Civilian labor force:                          1.00         1.00         1.00
## Employed                                       1.00         1.00         1.00
## Unemployed                                     0.98         0.97         0.98
## In Armed Forces                                0.74         0.74         0.73
## Not in labor force                             0.99         0.99         1.00
## EmploymentRate                                -0.04        -0.04        -0.06
## UnemploymentRate                               0.32         0.31         0.32
## NotInLaborForceRate                           -0.01        -0.01         0.01
## Education_Total_students                       1.00         1.00         1.00
## Education_Below_9th grade                      0.96         0.96         0.95
## Education_9th to 12th grade_no diploma         0.99         0.99         0.99
## Education_High_school_graduate                 0.96         0.97         0.98
## Education_Some college_no degree               0.99         0.99         0.99
## Education_Associates_degree                    0.97         0.97         0.98
## Education_Bachelors_degree                     0.99         0.99         1.00
## Education_Graduate_professional degree         0.97         0.97         0.98
## U.S. citizen                                   0.99         1.00         1.00
## Not a U.S. citizen                             0.96         0.96         0.95
## Total_age                                      1.00         1.00         1.00
## Age_under_18                                   1.00         1.00         0.99
## Age_18_to_24                                   1.00         1.00         1.00
## Age_25_to_34                                   1.00         1.00         1.00
## Age_35_to_44                                   1.00         1.00         1.00
## Age_45_to_54                                   1.00         1.00         1.00
## Age_55_to_64                                   0.99         0.99         1.00
## Age_over_64                                    0.97         0.97         0.98
## Total                                          0.99         0.99         1.00
## Owner Occupied                                 0.97         0.98         0.98
## Renter Occupied                                0.99         0.99         0.99
## Total_people                                   1.00         1.00         1.00
## Total With Disabilities                        0.98         0.98         0.99
## Hearing                                        0.98         0.98         0.98
## Vision difficulty                              0.97         0.98         0.98
## cognative                                      0.98         0.98         0.99
## ambulatory difficulty                          0.98         0.98         0.99
## Self-care difficulty                           0.99         0.99         0.99
## Independent living difficulty                  0.98         0.98         0.99
## No Disability                                  1.00         1.00         1.00
## DisabilityRate                                -0.27        -0.27        -0.26
##                                        Age_55_to_64 Age_over_64 Total
## In labor force:                                0.99        0.98  1.00
## Civilian labor force:                          1.00        0.98  1.00
## Employed                                       0.99        0.98  1.00
## Unemployed                                     0.97        0.95  0.96
## In Armed Forces                                0.70        0.68  0.71
## Not in labor force                             1.00        0.99  0.99
## EmploymentRate                                -0.07       -0.10 -0.05
## UnemploymentRate                               0.32        0.31  0.31
## NotInLaborForceRate                            0.02        0.06  0.01
## Education_Total_students                       1.00        0.99  1.00
## Education_Below_9th grade                      0.92        0.90  0.92
## Education_9th to 12th grade_no diploma         0.98        0.96  0.98
## Education_High_school_graduate                 0.99        0.99  0.99
## Education_Some college_no degree               0.98        0.97  0.99
## Education_Associates_degree                    0.99        0.99  0.99
## Education_Bachelors_degree                     0.99        0.98  0.99
## Education_Graduate_professional degree         0.98        0.97  0.97
## U.S. citizen                                   1.00        0.98  1.00
## Not a U.S. citizen                             0.93        0.91  0.93
## Total_age                                      1.00        0.98  1.00
## Age_under_18                                   0.98        0.96  0.99
## Age_18_to_24                                   0.99        0.97  0.99
## Age_25_to_34                                   0.99        0.97  0.99
## Age_35_to_44                                   0.99        0.97  0.99
## Age_45_to_54                                   1.00        0.98  1.00
## Age_55_to_64                                   1.00        0.99  1.00
## Age_over_64                                    0.99        1.00  0.99
## Total                                          1.00        0.99  1.00
## Owner Occupied                                 0.99        0.98  0.99
## Renter Occupied                                0.99        0.97  0.99
## Total_people                                   1.00        0.98  1.00
## Total With Disabilities                        0.99        0.99  0.99
## Hearing                                        0.98        0.98  0.99
## Vision difficulty                              0.97        0.96  0.98
## cognative                                      0.99        0.98  0.99
## ambulatory difficulty                          0.99        0.99  0.99
## Self-care difficulty                           0.99        0.98  0.99
## Independent living difficulty                  0.99        0.99  0.99
## No Disability                                  0.99        0.98  1.00
## DisabilityRate                                -0.26       -0.23 -0.26
##                                        Owner Occupied Renter Occupied
## In labor force:                                  0.98            0.99
## Civilian labor force:                            0.98            0.99
## Employed                                         0.98            0.99
## Unemployed                                       0.93            0.99
## In Armed Forces                                  0.70            0.72
## Not in labor force                               0.98            0.99
## EmploymentRate                                  -0.05           -0.05
## UnemploymentRate                                 0.28            0.34
## NotInLaborForceRate                              0.02           -0.01
## Education_Total_students                         0.98            0.99
## Education_Below_9th grade                        0.88            0.96
## Education_9th to 12th grade_no diploma           0.96            0.98
## Education_High_school_graduate                   0.99            0.96
## Education_Some college_no degree                 0.98            0.98
## Education_Associates_degree                      0.98            0.97
## Education_Bachelors_degree                       0.97            0.99
## Education_Graduate_professional degree           0.95            0.98
## U.S. citizen                                     0.99            0.99
## Not a U.S. citizen                               0.88            0.96
## Total_age                                        0.98            0.99
## Age_under_18                                     0.98            0.99
## Age_18_to_24                                     0.98            0.99
## Age_25_to_34                                     0.97            0.99
## Age_35_to_44                                     0.98            0.99
## Age_45_to_54                                     0.98            0.99
## Age_55_to_64                                     0.99            0.99
## Age_over_64                                      0.98            0.97
## Total                                            0.99            0.99
## Owner Occupied                                   1.00            0.96
## Renter Occupied                                  0.96            1.00
## Total_people                                     0.98            0.99
## Total With Disabilities                          0.99            0.98
## Hearing                                          0.99            0.97
## Vision difficulty                                0.97            0.96
## cognative                                        0.99            0.98
## ambulatory difficulty                            0.99            0.97
## Self-care difficulty                             0.97            0.99
## Independent living difficulty                    0.98            0.98
## No Disability                                    0.98            0.99
## DisabilityRate                                  -0.25           -0.27
##                                        Total_people Total With Disabilities
## In labor force:                                1.00                    0.99
## Civilian labor force:                          1.00                    0.99
## Employed                                       1.00                    0.99
## Unemployed                                     0.97                    0.95
## In Armed Forces                                0.73                    0.71
## Not in labor force                             1.00                    1.00
## EmploymentRate                                -0.05                   -0.13
## UnemploymentRate                               0.31                    0.31
## NotInLaborForceRate                            0.01                    0.10
## Education_Total_students                       1.00                    0.99
## Education_Below_9th grade                      0.94                    0.91
## Education_9th to 12th grade_no diploma         0.99                    0.98
## Education_High_school_graduate                 0.98                    0.99
## Education_Some college_no degree               0.99                    0.98
## Education_Associates_degree                    0.98                    0.99
## Education_Bachelors_degree                     0.99                    0.98
## Education_Graduate_professional degree         0.98                    0.95
## U.S. citizen                                   1.00                    0.99
## Not a U.S. citizen                             0.95                    0.91
## Total_age                                      1.00                    0.99
## Age_under_18                                   0.99                    0.98
## Age_18_to_24                                   1.00                    0.99
## Age_25_to_34                                   1.00                    0.98
## Age_35_to_44                                   1.00                    0.98
## Age_45_to_54                                   1.00                    0.99
## Age_55_to_64                                   1.00                    0.99
## Age_over_64                                    0.98                    0.99
## Total                                          1.00                    0.99
## Owner Occupied                                 0.98                    0.99
## Renter Occupied                                0.99                    0.98
## Total_people                                   1.00                    0.99
## Total With Disabilities                        0.99                    1.00
## Hearing                                        0.99                    1.00
## Vision difficulty                              0.98                    0.99
## cognative                                      0.99                    1.00
## ambulatory difficulty                          0.99                    1.00
## Self-care difficulty                           0.99                    0.99
## Independent living difficulty                  0.99                    0.99
## No Disability                                  1.00                    0.99
## DisabilityRate                                -0.26                   -0.17
##                                        Hearing Vision difficulty cognative
## In labor force:                           0.98              0.97      0.99
## Civilian labor force:                     0.98              0.97      0.99
## Employed                                  0.98              0.97      0.99
## Unemployed                                0.93              0.94      0.95
## In Armed Forces                           0.72              0.73      0.71
## Not in labor force                        0.99              0.98      0.99
## EmploymentRate                           -0.11             -0.18     -0.13
## UnemploymentRate                          0.27              0.32      0.31
## NotInLaborForceRate                       0.08              0.14      0.10
## Education_Total_students                  0.99              0.98      0.99
## Education_Below_9th grade                 0.91              0.93      0.92
## Education_9th to 12th grade_no diploma    0.98              0.99      0.98
## Education_High_school_graduate            0.99              0.97      0.99
## Education_Some college_no degree          0.99              0.97      0.98
## Education_Associates_degree               0.98              0.96      0.98
## Education_Bachelors_degree                0.97              0.96      0.98
## Education_Graduate_professional degree    0.94              0.93      0.95
## U.S. citizen                              0.99              0.98      0.99
## Not a U.S. citizen                        0.91              0.91      0.91
## Total_age                                 0.99              0.98      0.99
## Age_under_18                              0.98              0.98      0.98
## Age_18_to_24                              0.98              0.98      0.99
## Age_25_to_34                              0.98              0.97      0.98
## Age_35_to_44                              0.98              0.98      0.98
## Age_45_to_54                              0.98              0.98      0.99
## Age_55_to_64                              0.98              0.97      0.99
## Age_over_64                               0.98              0.96      0.98
## Total                                     0.99              0.98      0.99
## Owner Occupied                            0.99              0.97      0.99
## Renter Occupied                           0.97              0.96      0.98
## Total_people                              0.99              0.98      0.99
## Total With Disabilities                   1.00              0.99      1.00
## Hearing                                   1.00              0.99      1.00
## Vision difficulty                         0.99              1.00      0.99
## cognative                                 1.00              0.99      1.00
## ambulatory difficulty                     0.99              0.99      1.00
## Self-care difficulty                      0.98              0.98      0.99
## Independent living difficulty             0.98              0.98      0.99
## No Disability                             0.98              0.98      0.99
## DisabilityRate                           -0.18             -0.11     -0.16
##                                        ambulatory difficulty
## In labor force:                                         0.98
## Civilian labor force:                                   0.98
## Employed                                                0.98
## Unemployed                                              0.95
## In Armed Forces                                         0.71
## Not in labor force                                      0.99
## EmploymentRate                                         -0.16
## UnemploymentRate                                        0.32
## NotInLaborForceRate                                     0.13
## Education_Total_students                                0.99
## Education_Below_9th grade                               0.91
## Education_9th to 12th grade_no diploma                  0.98
## Education_High_school_graduate                          0.99
## Education_Some college_no degree                        0.98
## Education_Associates_degree                             0.98
## Education_Bachelors_degree                              0.97
## Education_Graduate_professional degree                  0.95
## U.S. citizen                                            0.99
## Not a U.S. citizen                                      0.91
## Total_age                                               0.99
## Age_under_18                                            0.98
## Age_18_to_24                                            0.98
## Age_25_to_34                                            0.98
## Age_35_to_44                                            0.98
## Age_45_to_54                                            0.99
## Age_55_to_64                                            0.99
## Age_over_64                                             0.99
## Total                                                   0.99
## Owner Occupied                                          0.99
## Renter Occupied                                         0.97
## Total_people                                            0.99
## Total With Disabilities                                 1.00
## Hearing                                                 0.99
## Vision difficulty                                       0.99
## cognative                                               1.00
## ambulatory difficulty                                   1.00
## Self-care difficulty                                    0.99
## Independent living difficulty                           0.99
## No Disability                                           0.98
## DisabilityRate                                         -0.14
##                                        Self-care difficulty
## In labor force:                                        0.99
## Civilian labor force:                                  0.99
## Employed                                               0.99
## Unemployed                                             0.98
## In Armed Forces                                        0.71
## Not in labor force                                     1.00
## EmploymentRate                                        -0.16
## UnemploymentRate                                       0.35
## NotInLaborForceRate                                    0.11
## Education_Total_students                               0.99
## Education_Below_9th grade                              0.95
## Education_9th to 12th grade_no diploma                 0.99
## Education_High_school_graduate                         0.97
## Education_Some college_no degree                       0.98
## Education_Associates_degree                            0.98
## Education_Bachelors_degree                             0.98
## Education_Graduate_professional degree                 0.97
## U.S. citizen                                           0.99
## Not a U.S. citizen                                     0.94
## Total_age                                              0.99
## Age_under_18                                           0.98
## Age_18_to_24                                           0.98
## Age_25_to_34                                           0.99
## Age_35_to_44                                           0.99
## Age_45_to_54                                           0.99
## Age_55_to_64                                           0.99
## Age_over_64                                            0.98
## Total                                                  0.99
## Owner Occupied                                         0.97
## Renter Occupied                                        0.99
## Total_people                                           0.99
## Total With Disabilities                                0.99
## Hearing                                                0.98
## Vision difficulty                                      0.98
## cognative                                              0.99
## ambulatory difficulty                                  0.99
## Self-care difficulty                                   1.00
## Independent living difficulty                          1.00
## No Disability                                          0.99
## DisabilityRate                                        -0.16
##                                        Independent living difficulty
## In labor force:                                                 0.99
## Civilian labor force:                                           0.99
## Employed                                                        0.99
## Unemployed                                                      0.97
## In Armed Forces                                                 0.70
## Not in labor force                                              1.00
## EmploymentRate                                                 -0.15
## UnemploymentRate                                                0.34
## NotInLaborForceRate                                             0.11
## Education_Total_students                                        0.99
## Education_Below_9th grade                                       0.93
## Education_9th to 12th grade_no diploma                          0.99
## Education_High_school_graduate                                  0.98
## Education_Some college_no degree                                0.98
## Education_Associates_degree                                     0.99
## Education_Bachelors_degree                                      0.98
## Education_Graduate_professional degree                          0.97
## U.S. citizen                                                    0.99
## Not a U.S. citizen                                              0.93
## Total_age                                                       0.99
## Age_under_18                                                    0.98
## Age_18_to_24                                                    0.98
## Age_25_to_34                                                    0.98
## Age_35_to_44                                                    0.98
## Age_45_to_54                                                    0.99
## Age_55_to_64                                                    0.99
## Age_over_64                                                     0.99
## Total                                                           0.99
## Owner Occupied                                                  0.98
## Renter Occupied                                                 0.98
## Total_people                                                    0.99
## Total With Disabilities                                         0.99
## Hearing                                                         0.98
## Vision difficulty                                               0.98
## cognative                                                       0.99
## ambulatory difficulty                                           0.99
## Self-care difficulty                                            1.00
## Independent living difficulty                                   1.00
## No Disability                                                   0.99
## DisabilityRate                                                 -0.16
##                                        No Disability DisabilityRate
## In labor force:                                 1.00          -0.29
## Civilian labor force:                           1.00          -0.29
## Employed                                        1.00          -0.29
## Unemployed                                      0.98          -0.26
## In Armed Forces                                 0.73          -0.24
## Not in labor force                              0.99          -0.21
## EmploymentRate                                 -0.04          -0.80
## UnemploymentRate                                0.31           0.03
## NotInLaborForceRate                             0.00           0.87
## Education_Total_students                        1.00          -0.26
## Education_Below_9th grade                       0.95          -0.20
## Education_9th to 12th grade_no diploma          0.99          -0.18
## Education_High_school_graduate                  0.97          -0.20
## Education_Some college_no degree                0.99          -0.25
## Education_Associates_degree                     0.98          -0.24
## Education_Bachelors_degree                      1.00          -0.31
## Education_Graduate_professional degree          0.98          -0.34
## U.S. citizen                                    1.00          -0.24
## Not a U.S. citizen                              0.95          -0.30
## Total_age                                       1.00          -0.26
## Age_under_18                                    1.00          -0.27
## Age_18_to_24                                    1.00          -0.26
## Age_25_to_34                                    1.00          -0.27
## Age_35_to_44                                    1.00          -0.27
## Age_45_to_54                                    1.00          -0.26
## Age_55_to_64                                    0.99          -0.26
## Age_over_64                                     0.98          -0.23
## Total                                           1.00          -0.26
## Owner Occupied                                  0.98          -0.25
## Renter Occupied                                 0.99          -0.27
## Total_people                                    1.00          -0.26
## Total With Disabilities                         0.99          -0.17
## Hearing                                         0.98          -0.18
## Vision difficulty                               0.98          -0.11
## cognative                                       0.99          -0.16
## ambulatory difficulty                           0.98          -0.14
## Self-care difficulty                            0.99          -0.16
## Independent living difficulty                   0.99          -0.16
## No Disability                                   1.00          -0.27
## DisabilityRate                                 -0.27           1.00
In labor force: Civilian labor force: Employed Unemployed In Armed Forces Not in labor force EmploymentRate UnemploymentRate NotInLaborForceRate Education_Total_students Education_Below_9th grade Education_9th to 12th grade_no diploma Education_High_school_graduate Education_Some college_no degree Education_Associates_degree Education_Bachelors_degree Education_Graduate_professional degree U.S. citizen Not a U.S. citizen Total_age Age_under_18 Age_18_to_24 Age_25_to_34 Age_35_to_44 Age_45_to_54 Age_55_to_64 Age_over_64 Total Owner Occupied Renter Occupied Total_people Total With Disabilities Hearing Vision difficulty cognative ambulatory difficulty Self-care difficulty Independent living difficulty No Disability DisabilityRate
In labor force: 1.00 1.00 1.00 0.97 0.73 0.99 -0.03 0.31 -0.02 1.00 0.94 0.98 0.97 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 0.99 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.97 0.99 0.98 0.99 0.99 1.00 -0.29
Civilian labor force: 1.00 1.00 1.00 0.98 0.72 0.99 -0.03 0.31 -0.02 1.00 0.94 0.98 0.97 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.97 0.99 0.98 0.99 0.99 1.00 -0.29
Employed 1.00 1.00 1.00 0.97 0.73 0.99 -0.02 0.30 -0.02 1.00 0.94 0.98 0.98 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 0.99 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.97 0.99 0.98 0.99 0.99 1.00 -0.29
Unemployed 0.97 0.98 0.97 1.00 0.68 0.97 -0.09 0.42 0.02 0.97 0.97 0.97 0.93 0.96 0.95 0.98 0.98 0.97 0.97 0.97 0.96 0.97 0.98 0.97 0.98 0.97 0.95 0.96 0.93 0.99 0.97 0.95 0.93 0.94 0.95 0.95 0.98 0.97 0.98 -0.26
In Armed Forces 0.73 0.72 0.73 0.68 1.00 0.72 -0.05 0.17 -0.04 0.72 0.71 0.74 0.66 0.75 0.70 0.73 0.71 0.72 0.72 0.73 0.74 0.74 0.74 0.74 0.73 0.70 0.68 0.71 0.70 0.72 0.73 0.71 0.72 0.73 0.71 0.71 0.71 0.70 0.73 -0.24
Not in labor force 0.99 0.99 0.99 0.97 0.72 1.00 -0.11 0.32 0.07 1.00 0.93 0.99 0.98 0.99 0.99 0.99 0.97 1.00 0.94 1.00 0.98 0.99 0.99 0.99 1.00 1.00 0.99 0.99 0.98 0.99 1.00 1.00 0.99 0.98 0.99 0.99 1.00 1.00 0.99 -0.21
EmploymentRate -0.03 -0.03 -0.02 -0.09 -0.05 -0.11 1.00 -0.45 -0.96 -0.06 -0.10 -0.13 -0.10 -0.05 -0.08 -0.02 -0.01 -0.07 -0.03 -0.05 -0.03 -0.04 -0.04 -0.04 -0.06 -0.07 -0.10 -0.05 -0.05 -0.05 -0.05 -0.13 -0.11 -0.18 -0.13 -0.16 -0.16 -0.15 -0.04 -0.80
UnemploymentRate 0.31 0.31 0.30 0.42 0.17 0.32 -0.45 1.00 0.22 0.32 0.35 0.32 0.29 0.28 0.29 0.33 0.37 0.31 0.34 0.31 0.29 0.30 0.32 0.31 0.32 0.32 0.31 0.31 0.28 0.34 0.31 0.31 0.27 0.32 0.31 0.32 0.35 0.34 0.31 0.03
NotInLaborForceRate -0.02 -0.02 -0.02 0.02 -0.04 0.07 -0.96 0.22 1.00 0.02 0.04 0.09 0.07 0.01 0.05 -0.03 -0.05 0.03 -0.04 0.01 -0.01 0.00 -0.01 -0.01 0.01 0.02 0.06 0.01 0.02 -0.01 0.01 0.10 0.08 0.14 0.10 0.13 0.11 0.11 0.00 0.87
Education_Total_students 1.00 1.00 1.00 0.97 0.72 1.00 -0.06 0.32 0.02 1.00 0.94 0.99 0.98 0.99 0.99 1.00 0.98 1.00 0.95 1.00 0.99 0.99 1.00 1.00 1.00 1.00 0.99 1.00 0.98 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Education_Below_9th grade 0.94 0.94 0.94 0.97 0.71 0.93 -0.10 0.35 0.04 0.94 1.00 0.96 0.87 0.94 0.90 0.94 0.92 0.93 0.99 0.94 0.95 0.95 0.96 0.96 0.95 0.92 0.90 0.92 0.88 0.96 0.94 0.91 0.91 0.93 0.92 0.91 0.95 0.93 0.95 -0.20
Education_9th to 12th grade_no diploma 0.98 0.98 0.98 0.97 0.74 0.99 -0.13 0.32 0.09 0.99 0.96 1.00 0.96 0.98 0.96 0.97 0.95 0.99 0.95 0.99 0.99 0.99 0.99 0.99 0.99 0.98 0.96 0.98 0.96 0.98 0.99 0.98 0.98 0.99 0.98 0.98 0.99 0.99 0.99 -0.18
Education_High_school_graduate 0.97 0.97 0.98 0.93 0.66 0.98 -0.10 0.29 0.07 0.98 0.87 0.96 1.00 0.96 0.98 0.96 0.94 0.98 0.87 0.98 0.97 0.97 0.96 0.97 0.98 0.99 0.99 0.99 0.99 0.96 0.98 0.99 0.99 0.97 0.99 0.99 0.97 0.98 0.97 -0.20
Education_Some college_no degree 0.99 0.99 0.99 0.96 0.75 0.99 -0.05 0.28 0.01 0.99 0.94 0.98 0.96 1.00 0.98 0.98 0.95 0.99 0.94 0.99 0.99 0.99 0.99 0.99 0.99 0.98 0.97 0.99 0.98 0.98 0.99 0.98 0.99 0.97 0.98 0.98 0.98 0.98 0.99 -0.25
Education_Associates_degree 0.98 0.98 0.98 0.95 0.70 0.99 -0.08 0.29 0.05 0.99 0.90 0.96 0.98 0.98 1.00 0.98 0.96 0.99 0.91 0.98 0.97 0.97 0.97 0.97 0.98 0.99 0.99 0.99 0.98 0.97 0.98 0.99 0.98 0.96 0.98 0.98 0.98 0.99 0.98 -0.24
Education_Bachelors_degree 1.00 1.00 1.00 0.98 0.73 0.99 -0.02 0.33 -0.03 1.00 0.94 0.97 0.96 0.98 0.98 1.00 0.99 0.99 0.95 0.99 0.98 0.99 0.99 0.99 1.00 0.99 0.98 0.99 0.97 0.99 0.99 0.98 0.97 0.96 0.98 0.97 0.98 0.98 1.00 -0.31
Education_Graduate_professional degree 0.98 0.98 0.98 0.98 0.71 0.97 -0.01 0.37 -0.05 0.98 0.92 0.95 0.94 0.95 0.96 0.99 1.00 0.97 0.93 0.98 0.96 0.97 0.97 0.97 0.98 0.98 0.97 0.97 0.95 0.98 0.98 0.95 0.94 0.93 0.95 0.95 0.97 0.97 0.98 -0.34
U.S. citizen 1.00 1.00 1.00 0.97 0.72 1.00 -0.07 0.31 0.03 1.00 0.93 0.99 0.98 0.99 0.99 0.99 0.97 1.00 0.94 1.00 0.99 1.00 0.99 1.00 1.00 1.00 0.98 1.00 0.99 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.24
Not a U.S. citizen 0.95 0.95 0.95 0.97 0.72 0.94 -0.03 0.34 -0.04 0.95 0.99 0.95 0.87 0.94 0.91 0.95 0.93 0.94 1.00 0.95 0.95 0.95 0.96 0.96 0.95 0.93 0.91 0.93 0.88 0.96 0.95 0.91 0.91 0.91 0.91 0.91 0.94 0.93 0.95 -0.30
Total_age 1.00 1.00 1.00 0.97 0.73 1.00 -0.05 0.31 0.01 1.00 0.94 0.99 0.98 0.99 0.98 0.99 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Age_under_18 0.99 0.99 0.99 0.96 0.74 0.98 -0.03 0.29 -0.01 0.99 0.95 0.99 0.97 0.99 0.97 0.98 0.96 0.99 0.95 0.99 1.00 1.00 1.00 1.00 0.99 0.98 0.96 0.99 0.98 0.99 0.99 0.98 0.98 0.98 0.98 0.98 0.98 0.98 1.00 -0.27
Age_18_to_24 1.00 1.00 1.00 0.97 0.74 0.99 -0.04 0.30 0.00 0.99 0.95 0.99 0.97 0.99 0.97 0.99 0.97 1.00 0.95 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.97 0.99 0.98 0.99 1.00 0.99 0.98 0.98 0.99 0.98 0.98 0.98 1.00 -0.26
Age_25_to_34 1.00 1.00 1.00 0.98 0.74 0.99 -0.04 0.32 -0.01 1.00 0.96 0.99 0.96 0.99 0.97 0.99 0.97 0.99 0.96 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.97 0.99 0.97 0.99 1.00 0.98 0.98 0.97 0.98 0.98 0.99 0.98 1.00 -0.27
Age_35_to_44 1.00 1.00 1.00 0.97 0.74 0.99 -0.04 0.31 -0.01 1.00 0.96 0.99 0.97 0.99 0.97 0.99 0.97 1.00 0.96 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.97 0.99 0.98 0.99 1.00 0.98 0.98 0.98 0.98 0.98 0.99 0.98 1.00 -0.27
Age_45_to_54 1.00 1.00 1.00 0.98 0.73 1.00 -0.06 0.32 0.01 1.00 0.95 0.99 0.98 0.99 0.98 1.00 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Age_55_to_64 0.99 1.00 0.99 0.97 0.70 1.00 -0.07 0.32 0.02 1.00 0.92 0.98 0.99 0.98 0.99 0.99 0.98 1.00 0.93 1.00 0.98 0.99 0.99 0.99 1.00 1.00 0.99 1.00 0.99 0.99 1.00 0.99 0.98 0.97 0.99 0.99 0.99 0.99 0.99 -0.26
Age_over_64 0.98 0.98 0.98 0.95 0.68 0.99 -0.10 0.31 0.06 0.99 0.90 0.96 0.99 0.97 0.99 0.98 0.97 0.98 0.91 0.98 0.96 0.97 0.97 0.97 0.98 0.99 1.00 0.99 0.98 0.97 0.98 0.99 0.98 0.96 0.98 0.99 0.98 0.99 0.98 -0.23
Total 1.00 1.00 1.00 0.96 0.71 0.99 -0.05 0.31 0.01 1.00 0.92 0.98 0.99 0.99 0.99 0.99 0.97 1.00 0.93 1.00 0.99 0.99 0.99 0.99 1.00 1.00 0.99 1.00 0.99 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Owner Occupied 0.98 0.98 0.98 0.93 0.70 0.98 -0.05 0.28 0.02 0.98 0.88 0.96 0.99 0.98 0.98 0.97 0.95 0.99 0.88 0.98 0.98 0.98 0.97 0.98 0.98 0.99 0.98 0.99 1.00 0.96 0.98 0.99 0.99 0.97 0.99 0.99 0.97 0.98 0.98 -0.25
Renter Occupied 0.99 0.99 0.99 0.99 0.72 0.99 -0.05 0.34 -0.01 0.99 0.96 0.98 0.96 0.98 0.97 0.99 0.98 0.99 0.96 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.97 0.99 0.96 1.00 0.99 0.98 0.97 0.96 0.98 0.97 0.99 0.98 0.99 -0.27
Total_people 1.00 1.00 1.00 0.97 0.73 1.00 -0.05 0.31 0.01 1.00 0.94 0.99 0.98 0.99 0.98 0.99 0.98 1.00 0.95 1.00 0.99 1.00 1.00 1.00 1.00 1.00 0.98 1.00 0.98 0.99 1.00 0.99 0.99 0.98 0.99 0.99 0.99 0.99 1.00 -0.26
Total With Disabilities 0.99 0.99 0.99 0.95 0.71 1.00 -0.13 0.31 0.10 0.99 0.91 0.98 0.99 0.98 0.99 0.98 0.95 0.99 0.91 0.99 0.98 0.99 0.98 0.98 0.99 0.99 0.99 0.99 0.99 0.98 0.99 1.00 1.00 0.99 1.00 1.00 0.99 0.99 0.99 -0.17
Hearing 0.98 0.98 0.98 0.93 0.72 0.99 -0.11 0.27 0.08 0.99 0.91 0.98 0.99 0.99 0.98 0.97 0.94 0.99 0.91 0.99 0.98 0.98 0.98 0.98 0.98 0.98 0.98 0.99 0.99 0.97 0.99 1.00 1.00 0.99 1.00 0.99 0.98 0.98 0.98 -0.18
Vision difficulty 0.97 0.97 0.97 0.94 0.73 0.98 -0.18 0.32 0.14 0.98 0.93 0.99 0.97 0.97 0.96 0.96 0.93 0.98 0.91 0.98 0.98 0.98 0.97 0.98 0.98 0.97 0.96 0.98 0.97 0.96 0.98 0.99 0.99 1.00 0.99 0.99 0.98 0.98 0.98 -0.11
cognative 0.99 0.99 0.99 0.95 0.71 0.99 -0.13 0.31 0.10 0.99 0.92 0.98 0.99 0.98 0.98 0.98 0.95 0.99 0.91 0.99 0.98 0.99 0.98 0.98 0.99 0.99 0.98 0.99 0.99 0.98 0.99 1.00 1.00 0.99 1.00 1.00 0.99 0.99 0.99 -0.16
ambulatory difficulty 0.98 0.98 0.98 0.95 0.71 0.99 -0.16 0.32 0.13 0.99 0.91 0.98 0.99 0.98 0.98 0.97 0.95 0.99 0.91 0.99 0.98 0.98 0.98 0.98 0.99 0.99 0.99 0.99 0.99 0.97 0.99 1.00 0.99 0.99 1.00 1.00 0.99 0.99 0.98 -0.14
Self-care difficulty 0.99 0.99 0.99 0.98 0.71 1.00 -0.16 0.35 0.11 0.99 0.95 0.99 0.97 0.98 0.98 0.98 0.97 0.99 0.94 0.99 0.98 0.98 0.99 0.99 0.99 0.99 0.98 0.99 0.97 0.99 0.99 0.99 0.98 0.98 0.99 0.99 1.00 1.00 0.99 -0.16
Independent living difficulty 0.99 0.99 0.99 0.97 0.70 1.00 -0.15 0.34 0.11 0.99 0.93 0.99 0.98 0.98 0.99 0.98 0.97 0.99 0.93 0.99 0.98 0.98 0.98 0.98 0.99 0.99 0.99 0.99 0.98 0.98 0.99 0.99 0.98 0.98 0.99 0.99 1.00 1.00 0.99 -0.16
No Disability 1.00 1.00 1.00 0.98 0.73 0.99 -0.04 0.31 0.00 1.00 0.95 0.99 0.97 0.99 0.98 1.00 0.98 1.00 0.95 1.00 1.00 1.00 1.00 1.00 1.00 0.99 0.98 1.00 0.98 0.99 1.00 0.99 0.98 0.98 0.99 0.98 0.99 0.99 1.00 -0.27
DisabilityRate -0.29 -0.29 -0.29 -0.26 -0.24 -0.21 -0.80 0.03 0.87 -0.26 -0.20 -0.18 -0.20 -0.25 -0.24 -0.31 -0.34 -0.24 -0.30 -0.26 -0.27 -0.26 -0.27 -0.27 -0.26 -0.26 -0.23 -0.26 -0.25 -0.27 -0.26 -0.17 -0.18 -0.11 -0.16 -0.14 -0.16 -0.16 -0.27 1.00

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